{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Matplotlib简单使用"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Matplotlib是实现数据可视化的工具，其中pyplot是使用最多的模块，使用它可以绘制简单的图。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 绘制一条直线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot([1,2,3,4])\n",
    "plt.xlabel('x')#横坐标名称\n",
    "plt.ylabel('y')#纵坐标名称\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "为plot()命令提供了一个list或者array，matplotlib会假设是Y轴的取值，会自动生成X轴上的值，长度与Y相同，从0开始，所以就是[0,1,2,3]。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 绘制点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot([1,2,3,4], [1,2,3,4], 'ro')#(x,y)对，参数表示颜色\n",
    "plt.axis([0, 6, 0, 6])#获取或者设置XY轴的属性，表示x:0-6，y:0-6\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 绘制一个数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "#0到5之间每隔0.5取一个数\n",
    "t = np.arange(0.,10.,0.5)\n",
    "\n",
    "#红色的破折号，蓝色的方块，绿色的三角形\n",
    "plt.plot(t,t,'r--',t,t**2,'bs',t,t**3,'g^')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 控制线的宽度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.array([1,2,3,4])\n",
    "y = np.array([1,4,9,16])\n",
    "plt.plot(x,y,linewidth=5.0)\n",
    "plt.show()\n",
    "plt.plot(x,y,linewidth=2.0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 对线对象(Line2D)使用set_方法，plot()会返回一个线对象的列表。有2条线，返回的线对象列表的长度为2。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "线的列表长度是： 2 \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x1 = np.array([1,2,3,4])\n",
    "y1 = np.array([1,4,9,16])\n",
    "x2 = np.array([1,2,3,4])\n",
    "y2 = np.array([1,2,3,4])\n",
    "lines = plt.plot(x1,y1,x2,y2)\n",
    "# lines.set_antialiased(False)#关闭平滑\n",
    "print('线的列表长度是： %d ' % (len(lines)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 使用setp()命令，可以作用于一个列表对象或者是单一的对象，"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[None, None, None, None]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x1 = np.array([1,2,3,4])\n",
    "y1 = np.array([1,4,9,16])\n",
    "x2 = np.array([1,2,3,4])\n",
    "y2 = np.array([1,2,3,4])\n",
    "lines = plt.plot(x1,y1,x2,y2)\n",
    "print(len(lines))\n",
    "\n",
    "#使用关键字\n",
    "plt.setp(lines,color='y',linewidth=2.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 多图形和多坐标系，创建了两个子绘图区域(subplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fH3nkEX7jjTfy+UTljZXifw+A0dme3w/g0xzXbAIQn+35bgBlLleuHeLPzHzjjTfybbfdZnm9CxYsYAA8efJkS+v1eDx82223cfHixfnw4cOW1j1q1CgGwFWq3MGRkX9dEts3yhu6eHWQh4HvmCieAfDDDz/MDz54zPR4eZ8+J5noc77qquZ/C5d0eKMZOPq3mD/wwKWhq6gomc8I5PX+/bO4W7fN7HaPYaA/EzXIMUKIZ+Bujoh4m7/9djH//vvv7PF4LuuJ5vW3fv0ymWg/d+68lL/66iseOnQod+/+ELtctzJQmQFXDsGOYuBaJmrFNWr04Mcff5xvuulVdruHMTCeIyKmcPv2M3ju3LncseMijohYyMAPHBHxHbduPYHHjBnDTZp86B0FPc4u131cuXI7btSokTfEVzKfDiOKy5WrwHXq1OEmTZpw06Yt2eVqx0AXdru7c9euD3CfPn24a9fe7HL1ZKAHu91duX37u/jOO+/kpk1bMlEjBmozUVUuVaoMFylSJOCOi8jFQBEGijFQnKOjS3FcXByXL1+eO3ToUODPmpXif28u4v9Jjms25yL+pXMpqy+AFAAplStXLnDjg2HAgAEcGxvLWVlZltbbu3dvvvLKK/ns2bOW1svMvHXrVo6MjOTevXtbUt+hQ8zXXjuOiYjbtm3LN9yQfpF4GT3JndtcQGTkaa5ffxC73W4GijMwlGNiTgXt/Wf3gjMzM3n27NncuXMPlpATmKgGDx48lO+7b29Ak9k5vf78Xr948tt37VmeMWMFN278AbtcPRi4+iIxiomJYaJrGWjFLtfd3K1bb37iiSf46aef5r59n2S3+3EG+rPb3YObN2/DDRs25IoVKzPgvkTYrriiAhM1YaAnu1wvccuW4/i775ZwdPQBBs7/bVN+o5qCv57JwBGOjt7K06cv57Ztp7Pb/TkD/2GX6xmuVeth7tKlC7ds2ZLLl2/CRAkM1GXgWi5WrDJfddVVXKxYZQaqMXANA9dxqVK1uX79+t7rb2fgLna5enHt2gP46aef5oSEl9ntfoeBYex2f8m33z6Vv/56DkdFLWVgHQNbGfiVY2KO85o16Rwd7bmkDUaMPjXsU0C++OILBsCbNm2yrM60tDSOjY3lPn36WFZnTgYPHswAeMaMlaaHQFq1Gs8AcXz8bZZ0dpebOO7WbRMTdfKKVmm+8cZned++fcxcsEm6/v3PM9ESrl17AMfFxTEAjo4uxS7XQAZWcWSkhwcODHwyO1By6/CiomRkcbFwHuWoqNn82msfc716/2KiexhIZKAWFy0az8WLF+fo6GiOjCzG4lHHMVCdy5ZtxO3ateNrr72fXa7nGRjJERHzuEePbbx799lcxdmoUU2gr1/a5gtCe+meEWM7pEDbbMTo00rxjwCwB0A1XJjwrZ3jmkdx8YTv5PzKtUv8t2/fzgB4xIgRltU5ceJEBsCLFy+2rM6cnD59muPj47lkyVpMlGZaCGT48EksYYBbOSYmzdYVGRd/8dcw0JkBF7tcLm7VqhU3afIhE+3gAQPOX/S+7OEPj8fDe/fu5fHjx3PXrr0ZqODtSIpwx45d+fPPv+Po6PRLRMHsdufVuZQubb5A5iV4Ro1qAn09rzYPHJh3J2lUxxNom43o/C0Tf6kL7QHs8IZznve+9iqAjt7fYwBMgSz1XAPg6vzKtEv8PR4PlytXju+77z7L6uzQoQPHx8fz+fPn87/YRCZM+J9XuAaaIlBTp05lIjcTNWXgtKFx/YKQezhoPzds+DzXqFGLL4QxinGDBjdz586d+e67e7LL1YuBDkx0M8fGXvn3ddHRJb2e8wSOjDx9WXGxq92BdgoFEci8BM+oUY1Rba5fP++/GdXx2NFmS8XfjIdd4s/M3LVrV46Pj2eP59JVAUZz5MgRjoiI4Geeecb0uvJDPNp/MQCOiJhpqEBNmzaNIyIimCiJgVMXeYp2ef+XEwVZHbSTgRHscj3GFSu24Lp163JsbDWWScz6TNSK69QZyMOHD+c5c9Z6V93wRW2rXds5onA5jBRIp7Ut3FDxD4JPP/2UAfCePXtMrefQIebq1T9hAPzLL7+YWpc/tsiXOZ2BegyU4ejoXw0R5lmzZnFkZCSXLduIIyNPXCQUdnv/uRFomCM11XkevhK++Cv+mtsnF5o1awYAWLp0qan1DB0K7N49HqVL10OdOnVMrcsfWyRfTjSAiQAykJHRES+9lFag8ny5ZoYNm4AuXbqgbt26KFt2HjIzi190nVNOTsvOhf/FBc6fB+67L/fXhw7NeXKa4MS2Kcrf+NND2PGw0/M/f/48lypVih966CHT6jh0iDkqaoc3xPKO7VvRLx3az2bAxbGxrTk9PT3g8gYMYCZ6nwFws2bN+M8//zTBanPQMIcSykA9/4Ljcrlwyy23mOr5Dx0KZGWNB0Ag6mF7Zs2cxz4yt8OYMaNx+vR8dOrUCbt2nfE7a+SuXWcwcuRDYH4KLtdd+OKLeShRooT5jTCIS/8X8vjrr9xfd8Kxn4oSKCr+edCsWTPs2rULiYmHDE+Tm5oKjBnD8HjGA2iFzMyKGDvWeel4H3zwQYwePRrz589HYmJTLFu2/ZJOKmcq4XXr1uGmmxJw/vw4AM/D7Z6Md96Jsdp0RVHyQcU/D3xx/zVrlhrulQ8dCpw/nwzZHtETgPE5+42iT58++PLLWTh+/CCY62PkyOewYcOhv/8+dCiwbBnjiSfW44EHHsBNN92EEydOA1gI4DVkZrod2bEpSrij4p8H5crVBxAL5qWGi1dysi/kUwTAXQCcPTm4YkU7REZuBHA3srLeRIMGldCgQQO0b38XRoy4A8xVMWVKA0yePAU33PAUIiM3AWjx9/ud2rEpSjij4p8Hb74ZAaKmABYaLl6rV2egVKlJ6NGjM5hjHR07Tk0Fxo4FMjMrAhgPYAfc7hcRG1sGq1fvBHMqgJvhdg/H//3fbyB6F5mZJS8qw8kdm6KEKxF2G+BEfILH3BrAHGRk7MfYsVXw4otA+fLBlz9nzhz88ccf6NmzZ/CFmcylyx5rwOV6GdWqAWvWSKcFiHc/YQKwZ48x/yNFUcxFPf9cuCB4bbyvzDfU+x8/fjzi4uLQunVrYwo0kbzWr8+alfead0VRnI+Kfy5cELzrAVwFYL5hoYsTJ05g5syZ6NGjByIjI4Mv0GTyWvZYqZJualKUUEbDPrlwIfZOePDBNpg+fTqOHMlCRETw/66pU6fi3LlzIRHyuRxOnJ9QFMV/1PPPhzvuuAN//vknkpOTDSlv/PjxuPbaa5GQkGBIeYqiKAVBxT8f2rRpg8jISMyYMSPosnbu3IklS5agV69eICIDrFMURSkYKv75cOWVV6JFixaGiP/IkSPhdrvx0EMPGWCZoihKwVHx94OOHTtix44d2LZtW4HLSE9Px9ixY9G5c2dUqFDBQOsURVECR8XfD7p06QIiwqRJkwr0/tRUoH79b3H8+HH079/fYOsURVECR8XfD6666io0b94cEyZMAPt2NQXA0KHA9u3DUbz4NWjZsqUJFiqKogSGir+f9OjRA9u3b8eGDRsCel9qKvD555sALEdaWj8cOaL/ckVR7CcoJSKiUkQ0n4h2en+WzOO680S0wfsIfubUBu6++25ERUVh3LhxAb1P8vZ/ACAGRL11B6yiKI4gWDf0WQALmbkGJIfvs3lc9xcz1/c+OgZZpy2ULl0a99xzD7744gucPXvWr/dI3v6D8Hi+AtAHmZllNL2xoiiOIFjx7wTgC+/vXwDoHGR5jqZ///44efIkJk6c6Nf1Q4cCmZnvAvAAGARA898oiuIMghX/ciw5feH9WTaP62KIKIWIVhFRnh0EEfX1Xpdy9OjRIE0znqZNm6Ju3bp4++330KzZ+Xw9+B9/3AePZxiABwBUBaD5bxRFcQb5ij8RLSCiTbk8OgVQT2VmTgDwfwA+JKLquV3EzCOZOYGZE+Li4gIo3hqICC+88AJ27NiC5cun5uvB33jj84iJceHAgVf0zFdFURxFvuLPzLcxc51cHtMBHCaiCgDg/XkkjzIOeX/uAfAjgBsNa4HFNGlyD4iuB/NLGDMmPU/vf+7cufjmm28waNAgxMfHW2ukoihKPgQb9pkBiWnA+3N6zguIqCQRRXt/LwOgCYAtQdZrG6+/7oLb/QGAHcjIePUi7993mPmmTUfRt29f1KpVC88//7xttiqKouRFsOL/FoDWRLQTQGvvcxBRAhGN9l5TC0AKEW0EsBjAW8wckuLvO+ErK6sNgIfg8byN0aO//9v7l8PMz6J16844cuQIvvjiC8TExNhqs6IoSm4ElaCemY8DaJXL6ykAHvb+vhJA3WDqcQoXH2n4EYAtyMjohi5dhuLTT+/D6NHbwfxP/P77ZowcOQk33XSTjdYqiqLkjW43DYCLjzQsBmA2gHZYtepZJCRUQmbmbQAOIyJiLjZsuNc2OxVFUfJDxT8ALj3SsCSYp2PmzGRERAwH8C2AfcjKaqObuRRFcTQq/gYwe3YiXK5+AO4CcAUA3cylKIqzUfE3gIvDQYJu5lIUxcnoAe4GoJu2FEUJNagg+emtgIiOAtgfRBFlABwzyJxQQdscHmibw4OCtrkKM+ebIsGx4h8sRJTiTSkRNmibwwNtc3hgdps15q8oihKGqPgriqKEIYVZ/EfabYANaJvDA21zeGBqmwttzF9RFEXJm8Ls+SuKoih5oOKvKIoShhQ68SeitkS0nYh2EVFeB8oXKohoDBEdIaJNdttiBURUiYgWE9FWItpMRP+w2yYrIKIYIlpDRBu97X7FbpusgIjcRLSeiGbZbYtVENE+IvqFiDYQUYopdRSmmD8RuQHsgJwtcBDAWgA9QvX8AH8homYAzgD4kpnr2G2P2XhPjavAzD8RUSyAdQA6h8F9JgBFmfkMEUUCWA7gH8y8ymbTTIWIngKQAOBKZu5gtz1WQET7ACQws2kb2wqb598IwC5m3sPMGQAmAgjkrOGQhJmXAvjDbjusgplTmfkn7++nAWwFUNFeq8yHhTPep5HeR+Hx3nKBiOIB3AFgdH7XKoFR2MS/IoAD2Z4fRBiIQjhDRFUhZ0KvttcSa/CGQDZAzsuez8yFvd0fAhgMwJPfhYUMBvA/IlpHRH3NqKCwiT/l8lqh9ozCGSIqBjlE4Z/MfMpue6yAmc8zc30A8QAaEVGhDfMRUQcAR5h5nd222EATZm4AoB2AR72hXUMpbOJ/EEClbM/jARyyyRbFRLwx728BfM3M39ltj9Uw8wkAPwJoa7MpZtIEQEdv/HsigJZENN5ek6yBmQ95fx4B8D0kpG0ohU381wKoQUTViCgKQHcAM2y2STEY78Tn5wC2MvP7dttjFUQUR0QlvL8XAXAbgG32WmUezDyEmeOZuSrku7yImXvabJbpEFFR70IGEFFRAG0AGL6Sr1CJPzNnAXgMwDzIJOBkZt5sr1XmQ0QTACQDqElEB4moj902mUwTAPdDPMEN3kd7u42ygAoAFhPRzxBHZz4zh83yxzCiHIDlRLQRwBoAPzDzXKMrKVRLPRVFURT/KFSev6IoiuIfKv6KoihhiIq/oihKGOLYA9zLlCnDVatWtdsMRVGUkGLdunXH/DnD1zLxJ6IxAHybNvLdmFK1alWkpJiSz0hRFKXQQkT7/bnOyrDPOBTuDSmKoighg2Xib2nysbQ04PffLanKEWRmAqtWAfv96vALBx4PEG7LlJmBTZuAjRvDq+27dgFr1wLnz9ttSaHCURO+RNSXiFKIKOXo0aMFL2jGDKBCBaBXLyA93TgDncjcudLWpCSgalWgXTvgxAm7rTKXtWuBatWAn3+W53v3Ar/9Zq9NVjBkCFC3LlC/PnDddcDWrXZbZC6HDwO33ALUqAE0agRs3263ReZz9qxlHbujxJ+ZRzJzAjMnxMXlO1+RNzffDAwaBHz1FXDnnYXXY9iyRdoXHw9Mngy89pp4/1lZdltmHqtXA82bA0SAyyVflG7dgMTEwj/a+/e/gbFjgc8/B06eBBo3LrwdwPHj4tD89BPw3nvA1KlArVryt4wMe20zi/R0+WwPHWpNfcxs2QNAVQCb/Lm2YcOGHDQjRzIDzG+8EXxZTmXJEuZTpy48z8jX2hm9AAAgAElEQVSwzxazOX2auXp15ipVmH///cLr69Yxx8Qwt2/P7PHYZp4pZGYyP/UU84EDF7++dy9zmTLML71ki1mm88ADzJGRzCtXXvz6mDHMNWow//mnLWaZypNPil59+21QxQBIYX/02J+LjHpYLv4eD3PXrsxFijAfPRp8eU7i0KG8/3byJHO3bsxLl1pnjxX861/MRLm36+OP5eP89dfW22UmH34o7Zow4dK/HTxovT1WsXdv7m1evZrZ7WYeMMByk0xl7Vq5zwMHBl2Uv+JvWW4fb/KxWwGUAXAYwL+Z+fO8rk9ISGBDlnoeOQKcOgVcc03wZTmFDRuAhAQJ9dx116V/P3sWqF5d4sKLF1tvn1kMHChD/tG5HOrk8QA33gj89ZeEwyIcu4XFf9LSgKuvBmrXBhYtyvu63buBuDjgyiuts80smCWkdzkGDpTPwI4dMs9VGGjfXkKae/cGfR+JaB0zJ+R7oT89hB0PQzz/nBSWkEDnzszFi19+6PvRR+JJLFpknV1WcLl7OH06c8+ezH/8YZ09ZvLuu3IPly3L+5pff2WOiGB+9VXr7DKTKVOY27W7/Ej9wAHmqCjmhx+2zi4zOXiQ+YormN96y5Di4DTPP1AM8/wB8Sbuuku8qPfeM6ZMu9i3T9rx/POXnxhKTwcqVZLVEt+F+FknZ86Id1uvnt2WWIfHI6O3KlWAH3+8/LXt28tocP9+IDLSEvNM45ZbZOJ+2zbA7c77uv79gS+/lBVBsbHW2WcWR44ARYvKI0j89fwdtdrHNIiAmBhgzBgJC4Qyo0ZJe/rmc6xnTAzw0EOy7PVQiB9m9vXXsrxx40b/rl+/XjqLUObsWXFYnnoq/2sHDABSU4GZM823y0w2bwaWLwf69bu88AOy7PWnn0Jf+H0rEcuWNUT4AyE8xB8QT+HECYmThyrnzwPjxgF33CFefX707Qv84x+yJDKUGTFCvP4bbsj/2jNngKZNgbfeMt8uMylWTEapHTvmf2379vJ5GDHCfLvMZMQIICoK6N07/2urVJE5rVDngw9kaXpamuVVh7gqBECzZjLpOz6EjwB1u4GUFPnA+EP16iIg5cuba5eZbNkinnyfPvlPBAIimvfeC0yZApw7Z759ZnDihEzw+rs/xe0WwVy8OHQ3+GVlARMnAp06AWXK+PeeffuA7t3l8xGqjB8vn2uLvX4gnMSfSDYDLVok8bVQpUIFEXV/ycoC5s8H9uwxzyYzmTRJRi733uv/e7p3l01Q8+aZZ5eZfPcd0KpVYKL2+OPAwYNAiRLm2WUmGRnAk0/KCN1frrwS+PZbYMIE8+wyk+3bJZTZvbst1YeP+ANAz54SDgjFSbGMDKBLF2Dp0sDed+KEpHwYNcocu8xm5kzZ9RjI6KVVK6B0aek4QpFJk2RSv2FD/98TFydx41Dliiskjt+ypf/vKVUKaNNGQrkOXbhyWSZPFqc0EMfGQMJL/K+7Dnj6aaBkSbstCZwFC4Bp04DTpwN7X5kywG23he4XZOnSwDuuyEiZLJ0/P/RSexw/DixcCHTt6l+YKzs//ST3OtQm+LOyZLQT6GcbkNH8/v3AmjXG22U2U6YATZoAFSvaUn14iT8gG74mTZKwQCgxc6bEs2+7LfD3du4sYZ9t24y3y2yKFQsszOXj9dclJpzfqhGnMXeudFhdugT+3qgo6Th++MF4u8wkORm4+27gf/8L/L0dOkhYcNYs4+0yE2bgscckB5lNhJ/4b9okMba5c+22xH+Y5cPdpg0QHR34+++4Q36G2hekf39Z3VQQ4uIklBBqLFgAlCsnO7gDpXZtWQUTavd51iwZrbVuHfh7S5UC7r9f7nco4Vuu3amTbSaEn/jffLPEg0PpC7Jxo0zmdehQsPdXqiRLJQOdL7CTY8eAkSODO6PAt3oklMJdo0YBy5YVbHkukXxGFiwIrf0ss2bJvE5B0xqMGwc88YShJpnO7Nm2h+fCT/zdblkXPXt26MSDT5+WfObt2xe8jB9+kDmDUGHuXBFt36ilIJw6JZvctmwxzi6ziYiQ/PUFpUMH2SCW365gp7B3r9yfYO4zIAcaBXMGiJWkpcmc1Lvv2mpG+Ik/IOGTP/7wf8eo3dxyiyR9Kleu4GVUrBha8e8FC2SE1qBBwcto00Z+LlxojE1mM2KExICDGak0awa0aBE699o3Gr399uDKqVdPYuihwIoVsgcl2DYHSXiKf4sW8jM52V47/CEry7gh/NNPA//5jzFlmQmzbFhq0SK43clVq8qJX6GS2fSrryTkE+gqn+xccYXsZfF1fE6nVy85kCbY3boJCXKfQyHEt3ixjPCaNrXVjPAU/4oVZbg5cKDdluTP0qWycWflyuDL2rAhNHY4p6UB118fXJjLR8uWEgJxeojvzBkZ3QWyzj2/8kLhCFMiEf5gOjxA/m9Hj0p+IKezaJGcPGfDrt7shKf4A+IVBvuBs4LFi0W46tQJvqyWLYFffnH+DudixYA5c4AHHwy+rPbtJWz255/Bl2UmK1bIKM8I8d+4UfayzJkTfFlmsmOH3OOdO4Mvyzeav9y5B07g9Glg3boL9tpI+Ir/vn3AfffJjXAyixYBN91kzEEdPmFx+mSgkStV7rpLJn39zRdjF4sWyXLHJk2CL6tWLVnz7/Rw1/z5slLHiIN3qlSRXdFOF//YWODXXx0RdQhf8S9WDPjmG2fnfzl9WnYuGhUKaNhQPnxO/oIwy5d4yBBjyz11ytjyjCYqSjJ4GrE3ISpKRjtOvs+A2FeliszLGMF778m8ltO56ipHJFsMX/EvU0ZWCDj5C7J8uYQCjBoiRkRI2gAnp7fYskUO8whmuWNOXn1V5nkyM40r02iGDgWmTjWuvJYtJf59+LBxZRqJxyMjE6McG0B2shsxcjKTf/4TmD7dbisAhLP4AyKqK1Y4d2LsuuuAN98EGjc2rszRo6VMp+LrjI0Uhdq1ZQJ07VrjyjSSjAzjy/Q5DE4N/WzcKPMwRt5nQEJJTt3MePQo8NFHjpmUDm/xb9lShH/VKrstyZ1q1YBnnzU+TQGzbARyIosXy2S8kQdz33qr/HTqKG/wYJnQN3KZYoMGwPvvy452J3LsmIzujJ74/Oc/nevcLFkiPx0w2QuEu/g3awbUrSteodM4c0YmKs04nKNBA8n/7jSYxWvzibVRlC4tIT7fl89pLFkiG/iMXH3mdkt+fKPi6UbTurWs9jE6o2WLFrJXIivL2HKNYMkSceQKkrfJBMJb/IsXB37+ueA5c8xk1SrJS7N6tfFlx8cbs2/AaLKyJD7fq5fxZTdpIv9Lp633P3NGPoNGhvZ8nDgh8whOO92L2bzNWE2ayD6RX34xp/xgWLVK0rQ45DyR8BZ/Hx6P83YG+kJRZgzbGzeW9M7HjxtfdjBERsoSODOGxT17ShjEaR7h2rXy+UtKMr7sX36Rg0KcFgPfu1cOnpk92/iyfZ2o05wbj0c+382a2W3J36j4L1ggaWGd5ikkJ8suVzOO5fOtiHBaeou1a2X/hRkkJQEPP1ywlNhm4uvkExONLzshQQTHaUKYnCwxfzMOMalcWZZSOu1wF5dL7sMrr9htyd+o+F99tRzs4qQvCLOIghneICCiEBHhrDYDwCOPSI5zs9i923le8M03Ay+8IA6I0RQpIvM7TrvPycmS2sCIXes5IZL2fv658WUXMlT8q1WTybYVK+y25AI7dkjWUbPE/4orgDfeKNipYGZx+rSMvsxqMwA88wzwwAPmlV8QWraUNf5m0bixjKjMWE5aUJKTJfZtVubRKlWM2TVsJPffD/TubbcVF6HiTyRhECd5RzVqyGanzp3Nq+Ppp41fYx0MKSnmxb59NG4sYSWnnHH755/S4Zk5Cd24sSxnXr/evDoCIS1N1vibeZ///BN49FEJ6ToBZtl/4PHYbclFqPgD8gXZs0d2ljoBl0vys5QubV4dWVly4Hdqqnl1BIJv/sHMdem+uQ6ndPSzZgE33GDupp/bbwd27RJP2wmkp8sS1GAPb7kcxYoBY8c65yzj/ftlp7UZ8zpBoOIPAG3bAs89Z7cVF3j55YIdZh0Ihw9Lrp9Jk8ytx1+Sk2VHs5mpJ268EYiJcY74r1oluZZq1zavjthYoHp152SwLV0aeOcdc5a2+oiMlM7OKffZ59iYOdopACr+gHz5Xn/dEcmWcPq0xIDN/uBWrCixUad8QYYNA7780tw6oqIkQ6pT5nfMjn37WLRITrlywnLmHTvkFCuzadxYRrZO2MmenCzzbHXr2m3JRaj4+zh7Vj4sdrNmjfmxbx+NG4sQOkEU4uNFmM1m2DBnJNZKS5PNXVbc523bgM8+M28Zrb8wS7bRfv3Mr6tJEwltOiGfU716MgfhsEloFX8fL78sX0QrvJLLYUXs20fjxjL5eeCA+XVdjmXLgI8/tibBXu3azhjhpaTIRK9VnTxg/76OvXvlICErPtuJiUClSrJqzm769HHk8akq/j6SkmQ5nN3ef3KyTPaasbkrJz7hsVsUJkyQte5WbHtnlrzvM2aYX9flaNBAJiStOMe1Th1ZV2/3ffZtaLOiwytdWg5N6dLF/Loux4kTjj1LQsXfh1OE8NgxcyfDsnPDDTKxbMRZucGQnCzeoNmxb0AmPocNA774wvy6LkdsrPzfjTihLT8iImRuwe7Ptpmbu5zKqFGyiMEJI5AcqPj7KF9e0gjb/QVZvRoYPtyauiIjJbtibKw19eWGL7GZlSshkpLkPts118EMvPuutXndGzeWka2die18E9xWxb4XLJB0D7t3W1NfbiQni66YsYM7SFT8s5OY6Izc/lZODG3fLvlG7DrQxpfYzMo10ImJsr/h11+tqzM7e/bIJrvly62rc+hQ6WStGF3lxYcfAv/+t3X1lS0r81l2OXTMUrfDlnj6sFT8iagtEW0nol1E9KyVdfvF4MHAlCn2eYQvvGD9FvCtW2Wy2665jp07RZCsFH+7Q3x2rPt2wjr/pk2B5s2tq692bdnwZZdD9+uvsnE03MWfiNwAPgPQDsD1AHoQ0fVW1e8XN94oImTXF2XmTOtTD9gthH37SmI9K4fFN9wgZznYtcpp1SoRJTM3d+XGgAHAQw9ZW6ePpUtlR7OVjpXbbe9ch0M3d/mw0vNvBGAXM+9h5gwAEwF0srB+/5g5Ux5Wc/o0sGmT9R+UcuUkuZ2dcx1Fi1pbX0SEnKf69NPW1uvDqs1dOUlLkxz6doxsP/hA0jpY7VglJUkuobQ0a+sFxJH89FNxNhyIleJfEUB2V+ug97W/IaK+RJRCRClHjx610LRsvP22ZLy0GjMP9ciPpCR7hsZ79siEc0qK9XXbdZpSRobscrUjz0tioqT1sHqzl52x77ZtZVOZHTt9q1Z15OYuH1aKf25d/kUuCDOPZOYEZk6Ii4uzyKwcJCVJ/NvqzV5Wbu7KSVKSZEK0usNdsUJWZERFWVsvIHMdt95qzjGZlyMqSk5QGzzY2noB+0J8+/ZJp2OH+DdtKrubrdaT9HTZv2KXE+sHVor/QQCVsj2PB+CQ3LrZ8G32sjoFbrlyQPfu5iY2y4s+fSTubvUXJDnZ/MRmeVG6tByovWyZ9XVHRcmcg9XUrWvPZi9ffXZltTx/XjJrWsm6dcD//Z9zcmflgpXivxZADSKqRkRRALoDsHmbZS7Y5R09/LB4CnZQpIg9Q1PfgdZ2LD8sW1ZOcbP6Pg8ZIlkt7SAiQj5n111nbb3r1kmnY1dis3795HNm5VyHwyd7AQvFn5mzADwGYB6ArQAmM7OFu1z8pEIFyXa5caN1daanA5mZ1tWXG598Yu1KECsTm+VFYqK1m72YgTFjrN3clZMPP5Q4tJW884602a7Yd0KC5BTau9e6OpOTxbkoW9a6OgPE0nX+zDybma9l5urM/LqVdQfEmjVyGIRVTJ4s2/z37LGuzpwcPAiMH2/dZq9jxyTmbuW675wkJVm72cuX2MzuQz3S02V1mVW4XOJQ2YXPwbBqUYPDN3f50B2+uVG2rLVL0pKTJQ5ctap1deYkMVFGH1bNdVSpIpO9dp4j3KyZrAY5c8aa+pwQCjh5UuYbhg2zpr6ffpK9HHZmjq1d29q5jgMHxKmwu5PPBxX/3Dh+HHjwQfNP0/KxapWs8nHZeDusnuuwO8wFyPrrOXOsm3BetUpEyI4Jbh/Fi0uqY6u84IULJblZTIw19eWG1YntKlWSFU49elhTXwFR8c+N2Fhg4kRg3jzz67IjsVluWJnYjlk8/xdfNL8uf7BqA1CRInJ2rd3rvq1MbJecDFxzjfUryXLy/PPAm29aUxeRfL7NPIPbAFT8cyMqSs63tUIIV6+2b3NXTjp1kiWnZrN7twyLK1c2v678ePdd+ZJaMdfxn/8448zkpCTJOWP28kdmWepoVYryy9GqlWwotILnnwemTbOmriBQ8c+LpCRZomb2Zq9q1STjohPigx9+KNvRzcZ3hq4TROGaa+Qer1tnbj0ej7nlB4JVE6B79sjmLifcZ0DOMjbboUtLkywBa9aYW48BqPjnRWKiNZu9rr5asnlacXKXv2RlmVv+ypUSe65Vy9x6/MEqIXzzTaBmTfuPCQVkvf1//iOjWzNJTRXnxini36+f+ccp+o7nbNLE3HoMQMU/L5KS5Mt68qR5dXg8MuFoZh2BwCwbgMxOPbBihfx/7Zzg9mFVYrsVKyTWHx1tbj3+EBEhSe1q1DC3nqZNxfu3a3NXTqyY6/CNap0Qxs0HB3z7HMpVVwHbtgG3325eHVu2yFF+06ebV0cgEAFlypgrhMzigT3yiHl1BIrZouDxSPlO8YAByeU0fTrw1192W2IdSUnmJ7ZbuVJGtA48uSsnKv75YYWX4CRRMDuxHRHw+OPAXXeZU35B6N1bJunMistv3SoHeTspFLBsGdC5s3lzHSdOABUrygZGp+CbVzPTuUlLA265xbzyDUTF/3JMny5L1H77zZzyV66UDWXVq5tTfkEwO7Hd5s2ym9hJtG4NDBxoXo4hX3IvJ3XyZgvh6tVyMJGTPGBfYjszM7kuXmzdBrogUfG/HOXLy4Yvs74gK1aIIDjhiD0fZm/2euIJWVLqNPbtM88LrllT8umYHWMPBF9iO7MmuleulDkdO1KU50VEhNzjd981tx4nzGX5QWhYaRc33igTdGYI4eHDst7dSd4gIIntnn0WaNDA+LKzssTrclqbAaBXL/H+zaBZM1lC66ROHjB3rmPFCtlBHRtrfNnBULOmeQf5/POfksY5RFDxvxy+zV5meEdlykjm0PvuM77sYHnzTXMSrv38s8REnRT79pGUJKEuozd7nTkjCwfsODoxP8xKbOfr5J14nw8dEpE2I6w5d651eaIMQMU/P5KSZO2u0aLgdotndNVVxpZrBB6PCPWffxpb7vLl8tOJnn9SkuQbMvpIyQULZPWHEw/16NpVJqMrVcr/2kD46y85N6BDB2PLNYLISOCjj4xP3XL0KLB9uzM/23mg4p8fnTsD//iH8WeAvvqq7Dh0Ips3A/XqATMMPmtn8WKJMzshrUNObrlFwjKLFxtb7qJFktPnppuMLdcI4uJkX4fRMerYWDmwvW1bY8s1grg4Saxn9H3+8Uf52aKFseWaiIp/fjRtKrsCjVy18McfwMsvX1jq6TRq15awlNGd00cfAV9+aWyZRlG6NFC/vvFtXrRIOhY7zin2hx9/BAYNMrbMbdvM3yUeDC1byig0I8O4Mhctkk7P7F3TBqLi7w8ZGcCGDcaVt2SJxIBbtjSuTCNxucSDWbzY2Fh15crOjAP7GD0a+Ppr48o7fFhGUU69z4CE9957z7gkb5mZMsp56iljyjODFi1kJG9k/p0bbpAFA3ZnbA0AFX9/eOUV+UAbNZmzaBFwxRXODAX4aNFCDqXYvduY8mbOBIYPd+bEp48GDYydg/GFApws/j7bjAqDpKTI96RZM2PKM4PmzWVV2++/G1fmgAHAW28ZV54FqPj7Q4sWMoz1TVgGi9NDAcAFUTAqDPLf/wIff+y85Y45GTYMmDDBmLJuvx347jtZMuxUateWOLhR99lXzq23GlOeGZQqJRs377nHmPJSU0NqlY8PFX9/aNxYVgkY8QVJS5Mhp5O9QQC49lpJOte9e/BlZWZKOgGntxmQOYlPPjGmrBIlgC5dnB0KIJL7smiRMaOyRYtksUCZMsGXZSY+J8SINj/3nGzgc/KoNhdU/P3hiitkKaAR4l+0qBzk7eSYKCBfjrZt5WD5YFm7Vjq9UBD/li0lFhzsAeeHDkle90OHjLHLTFq0kM/48ePBlZOeLosYQuE+b9okK8+C/U4zSxlO26nvByr+/tKypSQ8M2rtu5O9QR+//w689lrwcf9Fi+SLYcbGMaNp2VLysS9bFlw58+fLTuljx4yxy0weeQTYsSN4bz0iQkaLTsrYmhdVqsic1sKFwZWzZ49skguFDi8HKv7+0quXrNIpViy4cpo2Bd5/3xibzObcOTln94cfgitn/35ZRunwM00BiAcXFRW8KCxaJO2tU8cYu8zEt84/2LBFRISMIpxwSE9+xMbKoe5G3GdAxb9QU62aTNIGkxdkxw4ZFpuVW8RoqlSRWObcucGVM2qUNechG0GRIjJCOXKk4GV4PLKDtFWrkEnyhREj5EjLYNbnf/CBjI5DhdatZXVSMKOzuXMldfV11xlnl0WEyCfTIWzYIEcuFtRD8nnQTtz2nhcdOoh3k5YWXDlOOMHKX374Afjqq4K/f906WeN/553G2WQ2ZcpICKOgaShSU2UeK1hHwUo6dJCOOhibX3lFnJsQi/cDKv6BsX498PrrkpCtIMyaJUvrqlUz1i4z6dBBwj8FHR4/+ihw//3G2mQ2vpFZQTv5LVtkBOHE9AZ50aaNtHvmzIK9f/Zs+RlKjk2DBsBjjwWXartOHaBdO+NsshAV/0Bo3156+IJ8QU6eBJYuDa0vByBzFOXKFezoO48HmDpVJlBDjf79C37uwAMPyMoZpy93zE5srKzNL6j4z5olCeKccl6vP7hcsqy3oGcOTJgg7Q5RVPwDoVw5OQHp228Df++5c7IL0KiNJVYRFSUnbz3xRODvXb5cYucdOxpvl9lceaWsXPnjj8De5xstFClivE1m07GjZKbcsiWw9505I3McHTuGZPgDmzZJuwPB4wEGDwZGjjTHJgtQ8Q+Url0l7BPoh6VsWdnhmpBgjl1m4luWGuhk4KRJIoKhNtoB5D5nZQHTpgX2vnfekfxFoXgw+t13S677okUDe9/mzTKn062bOXaZyblzcr8CTc2QnCxOUdeu5thlASr+gXLvvTKc37HD//ecPCnrxs06INxsmC+cc+svWVkS8unQIfjlsXbQsKFsApo0KbD3TZwobQ9Fz79CBVmxU6VKYO+7+WbZE+LkpH15ER0tadu//146An+ZNEneG4qjWi8q/oFSsaJ80ANZyTF1qiS6MuuMWLMhkpDX1Kn+H2pz7pxM9vbta65tZkEknuzChbJyxx+2bZNFAaHoAftgliRvO3f6d31mprwnOjp0lrXmpFs3cdDmzPHv+sxMYMoUmQM0Yge8TYTo3bIZt1u8+FOn/Lt+5EjZ+BKKIR8fDzwgu5u/+86/64sWBV56CbjtNnPtMpPeveXcBX8T8I0aJSGyEDrH9RJOnBBR83cj4n//K2vcjT71zUpatwbKl5f75w/79kln17u3mVaZjop/QWCWiV9/wiDr10uumP79Q3MyzEerVkD16pKWOT8OHxbPyMjDMuzg2mtlX0fJkvlfm54OjBsnIYTy5U03zTRKlpQ49tdf55+pklk+DyVL+vc/ciqRkXLs5LJlMgLIjxo1JOXJHXeYb5uJqPgXBCLZGj5lSv45wT/7DIiJCb217jlxuSSEs2yZHAByOUaMEAEpyPJQp5GVJffZn1PXXnsN+Ne/zLfJbPr1k8R2+Z26tnixhLr69bPGLjN56inJ9VO8+OWvO3pUOnq3Wx4hDLFD05AmJCRwitGHaRvJzp0Synn8cZkky430dBkSd+gAfPqptfaZwR9/iEf4yCPSoeXGiRMXUmEYfQawHWRkADVryiT/mjWhPXrzF2aZvD1wANi1K/fd2cySBmPXLvGCQ3GCOzc8HrnneX2+e/aUz8GWLY5NzkhE65g53xizev4FpUYNSfY2bJgs+cqNmBhg61bxCAsDpUpJZxcTk/fu1/fflw7glVestc0soqIkuV1KSt6d2eTJEv4Ixc1suUEEvPqqTGxu25b7NWvWyCjw+ecLj/CfOycj+hdfzP3vmzcD33zj/DMa/IWZTX8AuBfAZgAeAAn+vKdhw4bsePbsYS5ShPnppy/926ZNzGfPWm+TFcyYwdyqFXN6+sWvb9jAHBXF3K2bPXaZRUYGc61azBUrMv/xx8V/O3iQuWRJ5saNmT0ee+wzA4/n8p9fj4f5iy8u/QyEOr17M7vdzGvWXPx6RgZzo0Zyr48etcc2PwGQwn5orFWe/yYAdwFYalF91lCtmng/b7xx8evbtskql1CP8+cFkSyBHDjw4o1fZ8/KkYWFIcSVnchIiX8fPnxxrvqTJ2WZ4LlzMtlbmEJCROLRZ2XJ6Na30/ncOUlwSCQj31BK2OcP778v5zj36CF5+gEJBT35pIx2RowIrbQdl8OfHsKoB4AfUZg8/+wcPCge7+OPM5cowVy2LPPPP9ttlXm88AIzwJyYyPzUU8xpafJ6YfJ+czJsGPPkyfL7tGnM11zDHBHBPHGivXaZyY8/ymiualW5z/XrMxcvznzsmN2WmcfKldLGuDjmjRuZMzOZb79d2h8CwE/P31HiD6AvgBQAKZUrVzbrf2MOX33FXLkyc3Q08x13SEiosDN6NHPNmjJMXr7cbmusZdIkCQMsXGi3JeazbBlzUhKzy8Vct+6FDrAws2kTc+vWF8J8586FjGPjr/gbttqHiBYAyG2B8/PMPN17zY8ABjFzvpZAhgMAAANsSURBVMt4HL/aJzeYZdKvMEwGBUJWVvi1ORzR+xwS+Lvax7A7ycwhvJXTIIjC88sRjm0OR/Q+Fyp0qaeiKEoYYon4E1EXIjoIIAnAD0Q0z4p6FUVRlNxx7A5fIjoKYH8QRZQBEMTJzCGJtjk80DaHBwVtcxVmjsvvIseKf7AQUYo/kx6FCW1zeKBtDg/MbrPG/BVFUcIQFX9FUZQwpDCLf+ierFxwtM3hgbY5PDC1zYU25q8oiqLkTWH2/BVFUZQ8KHTiT0RtiWg7Ee0iomfttscKiGgMER0hok1222IFRFSJiBYT0VYi2kxE/7DbJisgohgiWkNEG73tLiSHJlweInIT0XoimmW3LVZBRPuI6Bci2kBEpuS5KVRhHyJyA9gBoDWAgwDWAujBzFtsNcxkiKgZgDMAvmTmOnbbYzZEVAFABWb+iYhiAawD0DkM7jMBKMrMZ4goEsByAP9g5lU2m2YqRPQUgAQAVzJzB7vtsQIi2gdJgmna3obC5vk3ArCLmfcwcwaAiQA62WyT6TDzUgB/2G2HVTBzKjP/5P39NICtACraa5X5eJM2+k5Vj/Q+Co/3lgtEFA/gDgCj7balsFHYxL8igAPZnh9EGIhCOENEVQHcCGC1vZZYgzcEsgHAEQDzmbmwt/tDAIMhpwCGEwzgf0S0joj6mlFBYRP/3I5SKtSeUThDRMUAfAvgn8x8ym57rICZzzNzfQDxABoRUaEN8xFRBwBHmHmd3bbYQBNmbgCgHYBHvaFdQyls4n8QQKVsz+MBHLLJFsVEvDHvbwF8zczf2W2P1TDzCcjhSG1tNsVMmgDo6I1/TwTQkojG22uSNTDzIe/PIwC+h4S0DaWwif9aADWIqBoRRQHoDmCGzTYpBuOd+PwcwFZmft9ue6yCiOKIqIT39yIAbgOwzV6rzIOZhzBzPDNXhXyXFzFzT5vNMh0iKupdyAAiKgqgDeQcdEMpVOLPzFkAHgMwDzIJOJmZN9trlfkQ0QQAyQBqEtFBIupjt00m0wTA/RBPcIP30d5uoyygAoDFRPQzxNGZz8xhs/wxjCgHYDkRbQSwBsAPzDzX6EoK1VJPRVEUxT8KleevKIqi+IeKv6IoShii4q8oihKGqPgriqKEISr+iqIoYYiKv6IoShii4q8oihKGqPgriqKEIf8P0iWiJisJ250AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def f(t):\n",
    "    return np.exp(-t) * np.cos(2 *  np.pi*t)\n",
    "\n",
    "t1 = np.arange(0.0,5.0,0.1)\n",
    "t2 = np.arange(0.0,5.0,0.02)\n",
    "# plt.figure('subplot')\n",
    "plt.subplot(211)#分为2个子图\n",
    "plt.plot(t1,f(t1),'b^',t2,f(t2),'k')\n",
    "\n",
    "plt.subplot(212)\n",
    "plt.plot(t2,np.cos(2 * np.pi*t2),'r--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 文字，text()命令可以被用来在任意位置添加文字，xlabel()、ylabel()、title()被用来在指定位置添加文字。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mu,sigma = 100,15\n",
    "x = mu + sigma * np.random.randn(10000)\n",
    "\n",
    "#直方图\n",
    "n,bins,patches = plt.hist(x,50,normed = 1,facecolor = 'g',alpha = 0.75)\n",
    "\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.title('Shape')\n",
    "plt.text(60,.025,r'$\\mu=100,\\ \\sigma=15$')\n",
    "plt.axis([40,160,0,0.03])\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 读取文件中的点的坐标，可视化点并进行分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data1 = np.loadtxt('data/ex1data.txt',dtype=float,delimiter=',')\n",
    "x = data1[:,0:2]\n",
    "y = data1[:,2]\n",
    "n = (y == 0)\n",
    "m = (y == 1)\n",
    "label1 = plt.scatter(x[n,0],x[n,1],c='b')\n",
    "label2 = plt.scatter(x[m,0],x[m,1],c='r')\n",
    "# plt.scatter(x1,x2)\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data2 = np.loadtxt('data/ex2data.txt',dtype=float,delimiter=',')\n",
    "x = data2[:,0:2]\n",
    "y = data2[:,2]\n",
    "n = (y == 0)\n",
    "m = (y == 1)\n",
    "label1 = plt.scatter(x[n,0],x[n,1],c='b')\n",
    "label2 = plt.scatter(x[m,0],x[m,1],c='r')\n",
    "# plt.scatter(x1,x2)\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 使用np.linspace定义x,范围是（-1,1），个数是50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(-1,1,50)\n",
    "y1 =  2 *x + 1\n",
    "y2 = x**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()#定义一个图像窗口，使用plt.plot画(x,y)曲线，使用plt.show显示图像\n",
    "plt.plot(x,y1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 使用plt.figure定义一个图像窗口，编号为3，大小为(8,5)，使用plot画线，曲线的颜色属性是红色，宽度是1.0，曲线的类型是虚线。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(num=3,figsize=(8,5),)\n",
    "plt.plot(x,y2)\n",
    "plt.plot(x,y1,color = 'r',linewidth=1.0,linestyle='--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 使用plt.xlim设置x坐标轴范围(-1,2),plt.ylim设置y坐标轴范围是(-2,3),plt.xlabel为X轴名称，plt.ylabel为y轴名称。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xlim(-1,2)\n",
    "plt.ylim(-2,3)\n",
    "plt.plot(x,y2)\n",
    "plt.plot(x,y1,color = 'r',linewidth=1.0,linestyle='--')\n",
    "plt.xlabel('xx')\n",
    "plt.ylabel('yy')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 使用plt.yticks设置y轴刻度及名称，刻度为[-2,-2.8,-1,1.22,3]，对应的刻度名称为['a','b','c','d','e']。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Flby8voTXNu6jurGVtMRYLjwtm8smDvVUV0hnFNwh0NzmY9k299/+7c37aW7zMzStH/NPHcyFp2czabim2X/Os8+6FvYtt8C//ZvWcpSg+f2WtbsO8uqGfbzxSSmlNU0kxkVz/vhBXDJxCLNHZxIX0/ve9Sq4Q6yuuY23Npfyysf7WFFQTqvPMqR/Al8+NZuvnD6YScMHRORwo5Bbt85NmvnhDyE727WuNctRguDzW9YUVfL6xn28/kkpZbXNxMVEMfekTC6eMIRzT84iMa53Dw9VcPeg6sZW3tmyn9c2lrL803JafH4GpyZw3vhBnH/KIKaPHNgrWwefU1QE3/gGbNgAd94J//zPkJwc7qokwjW3+Xh/RwVvbtrPW5v3c6CumfiYKOaNzeLC07M5e1wWyfG9O6zbU3CHSW1TK+9sKeO1jftYXlBOU6uflIQY5o3N4vxTBjH3pExSPPhpd4cOreU4aBCMGQPPPadZjtKp6oZWlm4r463N+1m2rYz6Fh9JcdHMHZvJ/FNdWCf1obBuT8EdAZpafawsOMCbm0t5e0sZlfUtxEVHMT0vnXljs5g3LsubJ77y+WDRItcl4vPB//4vzJsX7qokQllr2VFex9Kt5SzZWsaaokra/JaM5PjD70pn5g3UcFsU3BHH57esLT7IW5tLWbK1jB3l9QCMzEgKhHgm00amR/ZKPi0tUFLizoW9cCHcfLMbi60PZOUITa0+VhVWsHRrGUu2lbG7shGAsYNSmDfOvfucOCytb34OdAwK7gi3q6KBpdvKWLK1jA8KK2hp89MvNprpeenMGZPJnDEZjMlKjoxRKg0NbnWZhx6CK65wq86ItGOtZcu+WlZuL2dFwQFW76ykuc1PQmwUs0ZlMG+ce4c5tBvXZ+yNFNwe0tji4/0dB1hRcIDlBeUUBlrjg1LjmT06k9ljBjIzL4PB/Xt4+r21rjV97rmQmuoW39VajhKwt6qRD3ZUsLKgnJXbKzhQ1wzASYOSmT06kzNPymCGukC6RMHtYXurGllZUM7yggO8t/0AVQ2tgOtWmZE3kBl56cwcNTB0J8wpK3Ot6rffhg8/hKYm6KeWUl9XWt3EB4UH+GBHBasKK9lV2QDAwKQ4Zo/JYPboDOaMyez5BkYvouDuJXx+y5Z9NYE/lgpW76yktrkNgLzMJKblpjM1N50zcgeQk5544l0rv/0t3HMPfPWr8N3vai3HPspaS+GBetYWHWRNUSVriiopqnBBnZoQw/S8gczMG8jMUQMZOyhFfdXdRMHdS7X5/GwqqeGDwgo+LKxgbfFBappckGckx3NG7gCm5qYzKSeN8dmpwb1N3bbNnfTpwQdhzx7o399NnpE+o7HFx6aSatbtqmJNUSVriw9SUd8CwIDEWKaMGBB4tzeQk7NTiVZQh0SvXuW9L4uJjmLC8DQmDE/jtrmj8PstBWV15BdXkl90kPziSl7/xK1QHRttODk7lYnD05gwLI2JOWmMHJj0Wevo00/h3nth2TL41rfctnHjwvOLSY/x+93wvPW7qw5/bS2txed3DbjcgYmcNTbrcCNgVGZSZHxILp+jFncvs7+m6bM/yl1VbNhTRX2LD4Dk+BiuqC8kZeKpTIxpYsK2fNL/9ZvE9E8Nc9USCq0+PwX76/ikpJrNJTV8sreazftqaAi8HlLiY5gwPI2Jga8Jw9PITNEEqnBRV4kc5vNbdpTVUvrsS4z4/f8SV76fOy6+kzVZYwCIj4li7OAUxg5KYezgFMYNTuWkwclkJserpeUR1lrKapvZWlrLttIatpXWsW1/DZ+W1tHi8wOQGBfN+OxUTh3an1OGpDIpJ428jGT1T0cQBbc4Ph/U10NNDVx6qTuPyIIF+KKiKSyvY1NJDRv3VrO1tIZtpbUcqGs5fNP0pDhOGpTMqMzAV1YyozKTGNK/n/7Yw8Tnt5RUNbK9vI4dZXXsKK9nR3kdn+6vPTz6CCAzJZ5xg1M4OTuVU4a4sM4dmKS+6Qin4O7rWlrgmWfcWo5f/7obKRKEA3XNbCutPfz1aVktO8rqDn8ACpAQG8XIjGRGpCcyYmAiwwPfR6QnMSQtQYtMnKBWn5+9BxsprmxgV2UDuyrqKa5wl3ceqKe5zX9437TEWEZlJnPSoOTAO6ZUxg5OIT0pLoy/gRwvfTjZl/l8MGmSm5r+u9/BWWcFfdOM5HgyRscza3TG4W3WWirqWw638ArL6yg8UE9BWS1LtpXR0i5IoqMMg1MTGJrWjyFpCQxJ68eQtH4MTetHVmo8WSkJDEyK67Mtdp/fUlHfTFlNM/trmiipamRvlft+6Ku0pgl/u7ZUfEwUOemJ5KQncuZJmeRlJAXe/SQroPswtbh7g+pq+M1voLAQ/vCHz84pEmJ+v6W0pinQMnStQhdGjZRUN7Kvqok2/+dfX9FRhozkOLJSEshMiSczOZ60pFjSE+MYkBR3+HtaYiwpCTGkJsQSHxMVcf3t1lqaWv3UNrVS09RGdWMLlfWtHKxvobKhhYP1LRxsaKG8tpmywFdFXTNHHA7ioqPITksgu3/C4X9yOemJjBiYRE56Ilkp8X32H11foxZ3X/LQQ3D//e6ET3fd5bb1QGgDREWZw63qGXkDv3C9z285UNfM3qpGymqaXIDVNFNW6y6XVjexuaSGyvqWwx+idSQ22pCS4II8JSGGfrHRJMRG0y82mn5x0Yd/jo02xERHERvlvsdEG2Kjoo4afH6/pdXvp81nafP5afUHvvssjS0+Glt9NLV+9r2hxUddcxs1ja3UNbfR6jt6oycuJor0xDgyUuIYlJrAqUP6B951xJOZksCg1HiGDuhHRpKCWbpOwe1Fu3e7819/5zswYQLk58PIkeGu6guiowyDUhMYlHrsadDWWhpafFQGWqmV9S1UNbQebs3WNrVR19xKbeByU6sL0PLa5sPB2tjio9VnafP7jxmoxxIbbYiJiiI22nzuH8Khy4NTY0kO/PP47B9JLKkJMaQlHnq3EEt6Uhz9YqMj7l2C9B4Kbi8pKHCt65dfdqdVbW2F884Ld1UnzBhDUnwMSfExDE8/8ZW6rbX4/JY2v6XV5/9C98QhUQZio6OIiTJERxkFrXiGgtsLNmyAU06Bjz5y5w8pKID09HBXFbGMMcREG2Ki0dnppFdScEeylSvdSjMffwzvvgvXXBPuikQkAmjQbaSx1g3pW74cbrgBLrvMjRYZPTrclYlIhFBwRwqfD/72N5gyBf7v/2DOHHfmvltv1QK8IvI56iqJBFVVMH06DBgAP/rRZ2s5xujpEZEvUjKES0MDPP44REfD7be7VvbkyVp8V0Q6pa6ScPjZzyAvD5YsgWnT3LYpUxTaIhIUtbh7SlmZW8Px4oshORneeccN8RMR6SK1uENt9274l39xq8ssXeq23X67QltEjpta3KFSWgqDB7sz9MXHw6ZNWstRRLqFgru7rVvnpqUvX+7WdbzvvnBXJCK9jLpKutOf/wwXXeSG9m3fDqlay1FEup+C+0RYC2+8AWeeCatXw+WXu1mO//7v7gNIEZEQUFfJ8dqxAxYscGfo+9733BhsTZgRkR6gpOmK1la3luOIETBz5mezHKP0xkVEeo4SJxitrfDww+5ET88847pBEhLcmGyFtoj0MLW4j6W6GoqL3ZjrLVvcqjPTp4e7KhHp49Rc7Eh5Odx7L4wa5cI6OhoeeUShLSIRQS3u9pqaXBfITTfB8OFupEheXrirEhH5HAU3uIkyDz4Iq1bBxo2weLH6rkUkYimd/vu/YfZsN1JkxQoX2AptEYlgfTOh3nsPrrwSKivh6qvdpJkf/EAL8IqIJ/St4N6wAebOheuvh/PPh6QkGDZMsxxFxFN6fx+3zwcvvugWLEhKcms4XnONZjmKiGf13hZ3ays8+aQbg/3zn7tukVGj4LrrFNoi4mm9L8EaG93Emagot2r6b34D8+ZpWTAR6TV6T4u7uhoeeABGjnTT0rOy4NVX4eyzFdoi0qt4v8VtrfuaPh3OOENrOYpIr+fd4N69G37xC9i1CxYtgvx8jQ4RkT7Bm10l//mfMHEixMa6s/aBQltE+gzvBPf69XDnna5b5OKLoaDAjRYZMiTclYmI9KjID+61a91iBV/5ilslva0Npk7VLEcR6bMis4/bWnj7bTfL8cABuOQSeOEFd+Y+EZE+LujgNsZ8HbgTsMAGa+313V6N3+9mOf70p9DcDC+/DBdc0O0PIyLiZUEFtzHmFOAeYJa19oAxJjT9FKtWwc9+5k74pGXBREQ6FGyL+2zgeWvtAQBrbeWROxhjbgVuBcjJyTm+ambOdOGtCTMiIkcVbJPW4LpIjspa+6i1dqq1dmpmZubxVWOMQltEpBPBBvc7wNXGmIEAIesqERGRTgXVVWKt3WSMuQ941xjjA9YBN4ayMBER6VjQo0qstU8BT4WwFhERCYKGbYiIeIyCW0TEYxTcIiIeo+AWEfEYBbeIiMcouEVEPEbBLSLiMQpuERGPUXCLiHiMgltExGMU3CIiHqPgFhHxGAW3iIjHdDm4jTE/NMbcGYpiRESkc2pxi4h4TFDBbYy5xxizzRjzNjA2xDWJiMgxdLqQgjFmCrAQmBTY/yNgbYjrEhGRowimxT0HeNFa22CtrQEWd7STMeZWY0y+MSa/vLy8W4sUEZHPBNvHfcwV3qGbVnkXEZFOBRPcy4HLjTH9jDEpwMUhrklERI6h0z5ua+1HxphngfVAMbAi5FWJiMhRBbXKu7X2PuC+ENciIiJB0DhuERGPUXCLiHiMgltExGMU3CIiHqPgFhHxGAW3iIjHKLhFRDwm2LMDvmSMWWuM2WSMuTXURYmIyNEFNQEHuNlaW2mM6QesMca8YK2tCGVhIiLSsWC7Su4wxnwMrAKGA2OO3EFnBxQR6RmdBrcx5izgXGCmtXYCsA5IOHI/nR1QRKRnBNPi7g8ctNY2GGPGATNCXJOIiBxDMMH9BhBjjNkA/ATXXSIiImESzGldm4H5PVCLiIgEQeO4RUQ8RsEtIuIxCm4REY9RcIuIeIyCW0TEYxTcIiIeo+AWEfEYBbeIiMcouEVEPEbBLSLiMQpuERGPUXCLiHiMgltExGMU3CIiHqPgFhHxGAW3iIjHKLhFRDxGwS0i4jEKbhERj1Fwi4h4TKfBbYzJNcZ80hPFiIhI59TiFhHxmGCDO8YY85QxZoMx5nljTGJIqxIRkaMKNrjHAo9aa08HaoDbQ1eSiIgcS0yQ++221r4XuPxn4A7gofY7GGNuBW4N/FhnjNl2nDVlAAeO87ahpLq6RnV1jerqmt5Y14hgdww2uG0nP2OtfRR4NNgHPhpjTL61duqJ3k93U11do7q6RnV1TV+vK9iukhxjzMzA5a8CK0NUj4iIdCLY4N4C3GCM2QCkA78NXUkiInIsnXaVWGuLgPGhL+WwE+5uCRHV1TWqq2tUV9f06bqMtV/orhYRkQimCTgiIh4TluA2xiwwxmwyxviNMUf9BNYY82VjzDZjzHZjzN3tto80xnxojCkwxjxrjInrprrSjTFvBe73LWPMgA72mWeMWd/uq8kYc1nguieNMTvbXTexp+oK7Odr99iL220P5/GaaIz5IPB8bzDGXNPuum49Xkd7vbS7Pj7w+28PHI/cdtd9L7B9mzHmghOp4zjq+o4xZnPg+LxjjBnR7roOn9MequtGY0x5u8e/pd11NwSe9wJjzA09XNcv29X0qTGmqt11ITlexpgnjDFl5iin/zDOrwI1bzDGTG53XfcfK2ttj38BJ+Mm9SwDph5ln2hgB5AHxAEfA+MD1z0HLAxc/h3wjW6q62fA3YHLdwMPdrJ/OlAJJAZ+fhK4KgTHK6i6gLqjbA/b8QJOAsYELg8B9gFp3X28jvV6abfP7cDvApcXAs8GLo8P7B8PjAzcT3QP1jWv3WvoG4fqOtZz2kN13Qg83MFt04HCwPcBgcsDeqquI/b/NvBEDxyvM4HJwCdHuf5C4HXAADOAD0N5rMLS4rbWbrHWdjZBZxqw3VpbaK1tAf4KXGqMMcDZwPOB/Z4CLuum0i4N3F+w93sV8Lq1tqGbHv9oulrXYeE+XtbaT621BYHLJUAZkNlNj99eh6+XY9T7PHBO4PhcCvzVWttsrd05Ymf6AAAD20lEQVQJbA/cX4/UZa1d2u41tAoY1k2PfUJ1HcMFwFvW2kpr7UHgLeDLYarrq8Bfuumxj8pauxzXSDuaS4GnrbMKSDPGZBOiYxXJfdxDgd3tft4T2DYQqLLWth2xvTsMstbuAwh8z+pk/4V88UVzX+Ct0i+NMfE9XFeCMSbfGLPqUPcNEXS8jDHTcK2oHe02d9fxOtrrpcN9AsejGnd8grltKOtq759wLbdDOnpOe7KuK81n5yga3sXbhrIuAl1KI4El7TaH6nh15mh1h+RYBTtzssuMMW8Dgzu46h5r7cvB3EUH2+wxtp9wXcHeR+B+soHTgH+02/w9oBQXTo8CdwE/7sG6cqy1JcaYPGCJMWYj7twyRwrX8foTcIO11h/YfNzHq6OH6GDbkb9nSF5TnQj6vo0xXwOmAnPbbf7Cc2qt3dHR7UNQ1yvAX6y1zcaY23DvVs4O8rahrOuQhcDz1lpfu22hOl6d6dHXVsiC21p77gnexR5geLufhwEluPMApBljYgKtpkPbT7guY8x+Y0y2tXZfIGjKjnFXVwMvWmtb2933vsDFZmPMH4E7e7KuQFcE1tpCY8wyYBLwAmE+XsaYVOBV4N7A28hD933cx6sDR3u9dLTPHmNMDNAf9/Y3mNuGsi6MMefi/hnOtdY2H9p+lOe0O4Ko07qstRXtfvwD8GC72551xG2XdUNNQdXVzkLgm+03hPB4deZodYfkWEVyV8kaYIxxIyLicE/SYut6/Jfi+pcBbgCCacEHY3Hg/oK53y/0rQXC61C/8mVAdy1A0WldxpgBh7oajDEZwCxgc7iPV+C5exHX//e3I67rzuPV4evlGPVeBSwJHJ/FwELjRp2MBMYAq0+gli7VZYyZBPweuMRaW9Zue4fPaQ/Wld3ux0twM6jBvcs8P1DfAOB8Pv/OM6R1BWobi/uw74N220J5vDqzGPh6YHTJDKA60DAJzbEKxSewnX0Bl+P+EzUD+4F/BLYPAV5rt9+FwKe4/5j3tNueh/vD2g78DYjvproGAu8ABYHv6YHtU4HH2u2XC+wFoo64/RJgIy6A/gwk91RdwJcCj/1x4Ps/RcLxAr4GtALr231NDMXx6uj1gut6uSRwOSHw+28PHI+8dre9J3C7bcD8bn69d1bX24G/g0PHZ3Fnz2kP1XU/sCnw+EuBce1ue3PgOG4HburJugI//xB44Ijbhex44Rpp+wKv5T24zyJuA24LXG+ARwI1b6TdaLlQHCvNnBQR8ZhI7ioREZEOKLhFRDxGwS0i4jEKbhERj1Fwi4h4jIJbRMRjFNwiIh6j4BYR8Zj/B/wdTxDgtBewAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y2)\n",
    "plt.plot(x,y1,color = 'r',linewidth=1.0,linestyle='--')\n",
    "plt.yticks([-2,-2.8,-1,-1.62,3],['a','b','c','d','e'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 使用plt.gca获取当前坐标信息，使用spines设置边框：右侧边框；使用set_color设置边框颜色，蓝色；上边框，红色。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.gca()\n",
    "ax.spines['right'].set_color('b')\n",
    "ax.spines['top'].set_color('red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* xaxis.set_ticks_position设置x坐标轴刻度数字或名称的位置：bottom，(top，bottom，both，default，none)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax.xaxis.set_ticks_position('bottom')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* spines设置边框，x轴；使用set_position设置边框位置，y=0的位置；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax.xaxis.set_ticks_position('bottom')\n",
    "ax.spines['bottom'].set_position(('data',0))\n",
    "# plt.show()\n",
    "\n",
    "ax.yaxis.set_ticks_position('left')\n",
    "ax.spines['left'].set_position(('data',0))\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-3, 3, 50)\n",
    "y1 = 2*x + 1\n",
    "y2 = x**2\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x, y2)\n",
    "plt.plot(x, y1, color='red', linewidth=1.0, linestyle='--')\n",
    "plt.xlim((-1, 2))\n",
    "plt.ylim((-2, 3))\n",
    "\n",
    "new_ticks = np.linspace(-1, 2, 5)\n",
    "plt.xticks(new_ticks)\n",
    "plt.yticks([-2, -1.8, -1, 1.22, 3],['$really\\ bad$', '$bad$', '$normal$', '$good$', '$really\\ good$'])\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "# plt.show()\n",
    "\n",
    "ax.xaxis.set_ticks_position('bottom')\n",
    "ax.spines['bottom'].set_position(('data',0))\n",
    "# plt.show()\n",
    "\n",
    "ax.yaxis.set_ticks_position('left')\n",
    "ax.spines['left'].set_position(('data',0))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 添加图例，legend绘制每个数据对应的图像名称。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x20abfc1a0b8>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "l1, = plt.plot(x,y1,label='linear line')\n",
    "l2, = plt.plot(x,y2,color='r',linewidth=1.0,linestyle='--',label='square line')\n",
    "plt.legend(loc='upper right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 调整位置和名称,plt.plot()返回的是一个列表。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.legend(handles=[l1,l2],labels=['up','down'],loc='best')#best是分配最佳位置\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 图线某些地方需要特殊标注时，使用annotation。其中参数xycoords='data' 是说基于数据的值来选位置, xytext=(+30, -30) 和 textcoords='offset points' 对于标注位置的描述 和 xy 偏差值, arrowprops是对图中箭头类型的一些设置."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(-3.7,3,'$This\\\\ is\\\\ the\\\\ some\\\\ text. \\\\mu\\\\ \\\\sigma_i\\\\ \\\\alpha_t$')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-3,3,50)\n",
    "y = 2 * x + 1\n",
    "plt.figure(num=1,figsize=(8,5))\n",
    "plt.plot(x,y)\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.xaxis.set_ticks_position('bottom')\n",
    "ax.spines['bottom'].set_position(('data', 0))\n",
    "ax.yaxis.set_ticks_position('left')\n",
    "ax.spines['left'].set_position(('data', 0))\n",
    "\n",
    "x0 = 1\n",
    "y0 = 2 * x0 + 1\n",
    "plt.plot([x0,x0],[0,y0],'k--',linewidth=2.5)#标出点x0,y0\n",
    "plt.scatter([x0,],[y0],s=50,color='b')\n",
    "\n",
    "#添加注释 annotate\n",
    "plt.annotate(r'$2x+1=%s$' % y0, xy=(x0, y0), xycoords='data', xytext=(+30, -30),\n",
    "             textcoords='offset points', fontsize=16,\n",
    "             arrowprops=dict(arrowstyle='->', connectionstyle=\"arc3,rad=.1\"))\n",
    "\n",
    "#添加注释 text,其中-3.7, 3,是选取text的位置, 空格需要用到转字符\\ ,fontdict设置文本字体.\n",
    "plt.text(-3.7, 3, r'$This\\ is\\ the\\ some\\ text. \\mu\\ \\sigma_i\\ \\alpha_t$',\n",
    "         fontdict={'size': 16, 'color': 'r'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 能见度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-3, 3, 50)\n",
    "y = 0.1*x\n",
    "\n",
    "plt.figure()\n",
    "# 在 plt 2.0.2 或更高的版本中, 设置 zorder 给 plot 在 z 轴方向排序\n",
    "plt.plot(x, y, linewidth=10, zorder=1,color='r')\n",
    "plt.ylim(-2, 2)\n",
    "ax = plt.gca()\n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.xaxis.set_ticks_position('bottom')\n",
    "ax.spines['bottom'].set_position(('data', 0))\n",
    "ax.yaxis.set_ticks_position('left')\n",
    "ax.spines['left'].set_position(('data', 0))\n",
    "\n",
    "# #对x,y轴刻度数字进行透明度设置,其中label.set_fontsize(12)重新调节字体大小，\n",
    "# bbox设置目的内容的透明度相关参，facecolor调节 box 前景色，edgecolor 设置边框，\n",
    "# 本处设置边框为无，alpha设置透明度\n",
    "\n",
    "for label in ax.get_xticklabels() + ax.get_yticklabels():\n",
    "    label.set_fontsize(12)\n",
    "    label.set_bbox(dict(facecolor='w',edgecolor='None',alpha=0.6,zorder=2))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Scatter散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 512#data size\n",
    "x = np.random.normal(0,1,n)#x value\n",
    "y = np.random.normal(0,1,n)#y value\n",
    "T = np.arctan2(y,x)#value color\n",
    "\n",
    "plt.scatter(x,y,s=75,c=T,alpha=.5)\n",
    "plt.xlim(-1.5,1.5)\n",
    "# plt.xticks(())#取消刻度值\n",
    "plt.ylim(-1.5,1.5)\n",
    "# plt.yticks(())#取消刻度值\n",
    "# print(x)\n",
    "# print(y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 柱状图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* plt.bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 10\n",
    "x = np.arange(n)\n",
    "y1 = (1 - x/float(n)) * np.random.uniform(0.5,1.0,n)\n",
    "plt.bar(x,+y1,facecolor='#ff9999',edgecolor='white')\n",
    "\n",
    "#加数值\n",
    "for x,y in zip(x,y1):\n",
    "    plt.text(x + 0.4,y+0.05,'%.2f' % y,ha='center',va='top')\n",
    "plt.xlim(-1,n)\n",
    "plt.ylim(0,1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 等高线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\matplotlib\\contour.py:960: UserWarning: The following kwargs were not used by contour: 'linewidth'\n",
      "  s)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<a list of 9 text.Text objects>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#生成高度值\n",
    "def f(x,y):\n",
    "    return (1 - x / 2 + x**5 + y**3) *np.exp(-x**2 - y**2)\n",
    "\n",
    "n = 256#data size\n",
    "x = np.linspace(-3,3,n)\n",
    "y = np.linspace(-3,3,n)\n",
    "x,y = np.meshgrid(x,y)\n",
    "\n",
    "#颜色填充\n",
    "plt.contourf(x,y,f(x,y),8,alpha=0.75,cmap=plt.cm.hot)\n",
    "\n",
    "#绘制等高线\n",
    "c = plt.contour(x,y,f(x,y),8,colors='black',linewidth=.5)\n",
    "\n",
    "#添加高度数字\n",
    "plt.clabel(c,inline=True,fontsize=10)#inline控制是否将Label画在线里面\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Image图片"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 随机矩阵画图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = np.array([0.313660827978, 0.365348418405, 0.423733120134,\n",
    "              0.365348418405, 0.439599930621, 0.525083754405,\n",
    "              0.423733120134, 0.525083754405, 0.651536351379]).reshape(3,3)#3x3\n",
    "\n",
    "plt.imshow(a,interpolation='nearest',cmap='bone',origin='lower')#颜色越深值越小.origin='lower'代表选择的原点的位置\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 出图方式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "methods = [None, 'none', 'nearest', 'bilinear', 'bicubic', 'spline16',\n",
    "           'spline36', 'hanning', 'hamming', 'hermite', 'kaiser', 'quadric',\n",
    "           'catrom', 'gaussian', 'bessel', 'mitchell', 'sinc', 'lanczos']\n",
    "\n",
    "np.random.seed(0)\n",
    "grid = np.random.rand(4, 4)\n",
    "\n",
    "fig, axes = plt.subplots(3, 6, figsize=(12, 6),\n",
    "                         subplot_kw={'xticks': [], 'yticks': []})\n",
    "\n",
    "fig.subplots_adjust(hspace=0.3, wspace=0.05)\n",
    "\n",
    "for ax, interp_method in zip(axes.flat, methods):\n",
    "    ax.imshow(grid, interpolation=interp_method, cmap='viridis')\n",
    "    ax.set_title(interp_method)\n",
    "\n",
    "plt.show()#内插法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* colorbar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = np.array([0.313660827978, 0.365348418405, 0.423733120134,\n",
    "              0.365348418405, 0.439599930621, 0.525083754405,\n",
    "              0.423733120134, 0.525083754405, 0.651536351379]).reshape(3,3)#3x3\n",
    "\n",
    "plt.imshow(a,interpolation='nearest',cmap='bone',origin='lower')#颜色越深值越小.origin='lower'代表选择的原点的位置\n",
    "\n",
    "plt.colorbar(shrink=.82)#colorbar的长度变为原来的82%\n",
    "plt.xticks(())\n",
    "plt.yticks(())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3D数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 3D图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D#绘制3D图导入，3D坐标轴显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()#定义一个窗口，添加3D坐标轴\n",
    "ax = Axes3D(fig)\n",
    "\n",
    "x = np.arange(-4,4,0.25)\n",
    "y = np.arange(-4,4,0.25)\n",
    "\n",
    "x,y = np.meshgrid(x,y)#x-y平面的网络\n",
    "r = np.sqrt(x ** 2 + y ** 2)\n",
    "z = np.sin(r)#high value\n",
    "\n",
    "ax.plot_surface(x,y,z,rstride = 1,cstride = 1,cmap = plt.get_cmap('rainbow'))#cmap是颜色，rstride,cstride是跨度\n",
    "\n",
    "ax.contourf(x,y,z,zdir='z',offset=-2,cmap='rainbow')#将图像以z轴压缩\n",
    "ax.set_zlim(-2,2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Subplot多合一显示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 均匀图中图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "\n",
    "plt.subplot(2,2,1)#2行2列,第1个\n",
    "plt.plot([0,1],[0,1])\n",
    "\n",
    "plt.subplot(2,2,2)#2行2列，第2个\n",
    "plt.plot([0,2],[0,2])\n",
    "\n",
    "plt.subplot(2,2,3)#2行2列，第3个\n",
    "plt.plot([0,3],[0,3])\n",
    "\n",
    "plt.subplot(2,2,4)#2行2列，第4个\n",
    "plt.plot([0,4],[0,4])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "\n",
    "plt.subplot(2,1,1)\n",
    "plt.plot([0,1],[0,1])\n",
    "\n",
    "plt.subplot(2,3,4)\n",
    "plt.plot([0,2],[0,2])\n",
    "\n",
    "plt.subplot(2,3,5)\n",
    "plt.plot([0,2],[0,2])\n",
    "\n",
    "plt.subplot(2,3,6)\n",
    "plt.plot([0,2],[0,2])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Subplot分格显示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* first method:subplot2grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "\n",
    "ax1 = plt.subplot2grid((3,3),(0,0),colspan = 3,rowspan = 1)#colspan占3列，rowspan占1行,(0,0)表示从原点0,0开始绘图\n",
    "ax1.plot([0,1],[0,1])\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.title('ax1')\n",
    "\n",
    "ax2 = plt.subplot2grid((3,3),(1,2),colspan = 1,rowspan = 2)\n",
    "plt.title('ax2')\n",
    "\n",
    "ax3 = plt.subplot2grid((3,3),(2,0),colspan = 1,rowspan = 1)\n",
    "plt.title('ax3')\n",
    "\n",
    "ax4 = plt.subplot2grid((3,3),(2,1),colspan = 1,rowspan = 1)\n",
    "plt.title('ax4')\n",
    "\n",
    "ax5 = plt.subplot2grid((3,3),(1,0),colspan = 2,rowspan = 1)\n",
    "plt.title('ax5')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* second method:gridspec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.gridspec as gridspec\n",
    "plt.figure()\n",
    "\n",
    "gs = gridspec.GridSpec(3,3)#3x3，按照索引来绘制图形\n",
    "ax6 = plt.subplot(gs[0,:])\n",
    "ax7 = plt.subplot(gs[1,:2])\n",
    "ax8 = plt.subplot(gs[1:3,2])\n",
    "ax9 = plt.subplot(gs[2,0:1])\n",
    "ax10 = plt.subplot(gs[2,1:2])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ((ax11, ax12), (ax13, ax14)) = plt.subplots(2, 2, sharex=True, sharey=True)#2x2,sharex = True表示共享x轴坐标，ax11，ax2从左到右开始\n",
    "ax11.scatter([1,2],[1,3])\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图中图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "\n",
    "x = [1,2,3,4,5,6,7]\n",
    "y = [1,3,6,2,7,5,0]\n",
    "\n",
    "#first method\n",
    "left,bottom,width,height = 0.1,0.1,0.8,0.8\n",
    "ax1 = fig.add_axes([left, bottom, width, height])#(1,1)start,8x8\n",
    "ax1.plot(x,y,'r')\n",
    "\n",
    "ax2 = fig.add_axes([0.2,0.6,0.25,0.25])#(1,1)start,8x8\n",
    "ax2.plot(x,y,'r')\n",
    "\n",
    "\n",
    "#second method\n",
    "plt.axes([0.1,0.1,0.8,0.8])\n",
    "plt.plot(x,y,'r')\n",
    "\n",
    "plt.axes([0.2,0.6,0.25,0.25])\n",
    "plt.plot(y,x,'y')\n",
    "\n",
    "plt.axes([0.6,0.2,0.25,0.25])\n",
    "plt.plot(y[::-1],x,'g')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 次坐标轴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(0,10,0.1)\n",
    "y1 = 0.05 * x **2\n",
    "y2 = -1 * y1\n",
    "\n",
    "fig,ax1 = plt.subplots()\n",
    "ax2 = ax1.twinx()#以x轴为对称，将y轴坐标镜面对称\n",
    "ax1.plot(x,y1,'g-')\n",
    "ax2.plot(x,y2,'b-')\n",
    "\n",
    "ax1.set_ylabel('y1',color='g')\n",
    "ax2.set_ylabel('y2',color='b')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Animation动画"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 参数设置\n",
    "    * fig 进行动画绘制的figure\n",
    "    * func 自定义动画函数，即传入刚定义的函数animate\n",
    "    * frames 动画长度，一次循环包含的帧数\n",
    "    * init_func 自定义开始帧，即传入刚定义的函数init\n",
    "    * interval 更新频率，以ms计\n",
    "    * blit 选择更新所有点，还是仅更新产生变化的点。应选择True，但mac用户请选择False，否则无法显示动画"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\matplotlib\\cbook\\__init__.py\", line 388, in process\n",
      "    proxy(*args, **kwargs)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\matplotlib\\cbook\\__init__.py\", line 228, in __call__\n",
      "    return mtd(*args, **kwargs)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\matplotlib\\animation.py\", line 1026, in _start\n",
      "    self._init_draw()\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\matplotlib\\animation.py\", line 1753, in _init_draw\n",
      "    self._drawn_artists = self._init_func()\n",
      "  File \"<ipython-input-40-8e8bde103c43>\", line 13, in init\n",
      "    line.set_ydata(np.sin())\n",
      "ValueError: invalid number of arguments\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import animation\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "\n",
    "x = np.arange(0,2*np.pi,0.01)\n",
    "line, = ax.plot(x,np.sin(x))\n",
    "\n",
    "def animate(i):#用来更新每一帧上各个x对应的y坐标值，参数表示第i帧\n",
    "    line.set_ydata(np.sin(x + i / 100))\n",
    "    return line,\n",
    "\n",
    "def init():#构造开始帧函数init\n",
    "    line.set_ydata(np.sin())\n",
    "    return line,\n",
    "\n",
    "ani = animation.FuncAnimation(fig = fig,func = animate,frames = 100,init_func = init,interval = 20,blit = False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 三维数据的散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D#导入包\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.randint(0,255,size=[40,40,40])#生成随机数字\n",
    "\n",
    "x,y,z =  data[0],data[1],data[2]\n",
    "ax = plt.subplot(111,projection='3d')#创建一个三维的绘图工程\n",
    "#将数据点分为三部分，颜色作为区分度\n",
    "ax.scatter(x[:10],y[:10],z[:10])#绘制数据点\n",
    "ax.scatter(x[10:20],y[10:20],z[10:20])\n",
    "ax.scatter(x[30:40],y[30:40],z[30:40])\n",
    "# ax.scatter(x,y,z)\n",
    "\n",
    "ax.set_xlabel('x')\n",
    "ax.set_ylabel('y')\n",
    "ax.set_zlabel('z')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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